#EmTechDigital, Twitter, 3/25/2019 5:50:08 PM, 191640


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#EmTechDigital_2019-03-25_10-42-11.xlsx
#EmTechDigital_2019-03-25_10-42-11.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 25, 2019
Short Description:
#EmTechDigital via NodeXL http://bit.ly/2JCutnL
@techreview
@rohitpandharkar
@harryshum
@nextbigfuture
@glichfield
@dawnsongtweets
@unstructuredp
@red_abebe
@ljanes
@kathygongxs

Top hashtags:
#emtechdigital
#emtech
#ai
#toronto
#artificialintelligence
#ecommerce

Description:
Description
The graph represents a network of 167 Twitter users whose recent tweets contained "#EmTechDigital", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 25 March 2019 at 17:44 UTC.

The tweets in the network were tweeted over the 6-day, 0-hour, 43-minute period from Tuesday, 19 March 2019 at 17:00 UTC to Monday, 25 March 2019 at 17:43 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 167
Unique Edges : 247
Edges With Duplicates : 258
Total Edges : 505
Self-Loops : 131
Reciprocated Vertex Pair Ratio : 0.0215827338129496
Reciprocated Edge Ratio : 0.0422535211267606
Connected Components : 11
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 155
Maximum Edges in a Connected Component : 455
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.646146
Graph Density : 0.0102445710987663
Modularity : 0.308333
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[15] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/
[4] https://www.nextbigfuture.com/2019/03/microsoft-ai-breakthroughs-ai-amplified-content-and-creativity-emtechdigital.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.nextbigfuture.com/2019/03/future-of-ai-and-security-emtechdigital.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.technologyreview.com/lists/innovators-under-35/2016/pioneer/sergey-levine/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[3] https://twitter.com/techreview/status/1110196538406375424
[3] https://www.nextbigfuture.com/2019/03/live-blogging-mit-emtech-digital-2019.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://twitter.com/kathygongxs/status/1110218683102560256
[2] https://twitter.com/techreview/status/1110212062121066497
[1] https://twitter.com/PKGulati/status/1110227733550759938

Top URLs in Tweet in G1:
[6] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/
[1] https://www.technologyreview.com/lists/innovators-under-35/2016/pioneer/sergey-levine/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social
[1] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[1] https://twitter.com/kathygongxs/status/1110218683102560256
[1] https://twitter.com/techreview/status/1110212062121066497
[1] https://events.technologyreview.com/emtech/digital/19/#section-schedule

Top URLs in Tweet in G2:
[4] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[1] https://twitter.com/kathygongxs/status/1110218683102560256
[1] https://www.nextbigfuture.com/2019/03/microsoft-ai-breakthroughs-ai-amplified-content-and-creativity-emtechdigital.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/techreview/status/1110224916102762497
[1] https://twitter.com/techreview/status/1110221538404368398
[1] https://twitter.com/AnthroPunk/status/1110230114996879365
[1] https://twitter.com/PKGulati/status/1110227733550759938
[1] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/

Top URLs in Tweet in G3:
[10] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[3] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/

Top URLs in Tweet in G4:
[2] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[1] https://twitter.com/techreview/status/1110196538406375424

Top URLs in Tweet in G5:
[2] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[2] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/
[1] http://events.technologyreview.com/emtech/digital/

Top URLs in Tweet in G6:
[1] https://events.technologyreview.com/emtech/digital/19/
[1] https://www.fiverr.com/s2/60cacc6b8e
[1] https://www.nextbigfuture.com/2019/03/microsoft-ai-breakthroughs-ai-amplified-content-and-creativity-emtechdigital.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.nextbigfuture.com/2019/03/live-blogging-mit-emtech-digital-2019.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/techreview/status/1110196538406375424
[1] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[1] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/
[1] https://www.technologyreview.com/lists/innovators-under-35/2016/pioneer/sergey-levine/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social

Top URLs in Tweet in G7:
[3] https://www.nextbigfuture.com/2019/03/future-of-ai-and-security-emtechdigital.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.nextbigfuture.com/2019/03/live-blogging-mit-emtech-digital-2019.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.nextbigfuture.com/2019/03/microsoft-ai-breakthroughs-ai-amplified-content-and-creativity-emtechdigital.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[2] https://www.technologyreview.com/s/612437/what-is-machine-learning-we-drew-you-another-flowchart/
[1] https://twitter.com/techreview/status/1110196538406375424
[1] https://www.technologyreview.com/s/612404/is-this-ai-we-drew-you-a-flowchart-to-work-it-out/
[1] https://www.technologyreview.com/lists/innovators-under-35/2016/pioneer/sergey-levine/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=tr_social

Top URLs in Tweet in G10:
[1] https://twitter.com/techreview/status/1110212062121066497

Top Domains
Top Domains in Tweet in Entire Graph:
[42] technologyreview.com
[12] twitter.com
[10] nextbigfuture.com
[1] fiverr.com
[1] eventbrite.ie

Top Domains in Tweet in G1:
[9] technologyreview.com
[2] twitter.com

Top Domains in Tweet in G2:
[5] twitter.com
[5] technologyreview.com
[1] nextbigfuture.com

Top Domains in Tweet in G3:
[13] technologyreview.com

Top Domains in Tweet in G4:
[2] technologyreview.com
[1] twitter.com

Top Domains in Tweet in G5:
[5] technologyreview.com

Top Domains in Tweet in G6:
[4] technologyreview.com
[2] nextbigfuture.com
[1] fiverr.com
[1] twitter.com

Top Domains in Tweet in G7:
[7] nextbigfuture.com

Top Domains in Tweet in G8:
[4] technologyreview.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[313] emtechdigital
[48] emtech
[25] ai
[6] toronto
[2] artificialintelligence
[2] ecommerce
[1] 86thpostfortheyear
[1] robotics
[1] gadgets
[1] adversarialmachinelearning



Top Hashtags in Tweet in G1:
[79] emtechdigital
[16] emtech
[6] ai
[1] toronto
[1] 86thpostfortheyear
[1] humanimpact
[1] ethics
[1] sf

Top Hashtags in Tweet in G2:
[61] emtechdigital
[14] ai
[7] emtech
[1] adversarialmachinelearning
[1] emtechmit
[1] toronto
[1] ml
[1] iot

Top Hashtags in Tweet in G3:
[20] emtechdigital

Top Hashtags in Tweet in G4:
[6] emtechdigital

Top Hashtags in Tweet in G5:
[14] emtechdigital

Top Hashtags in Tweet in G6:
[45] emtechdigital
[9] emtech
[2] ai
[1] releasethefullmuellerreport
[1] mondaymotivation
[1] soundscool
[1] toronto

Top Hashtags in Tweet in G7:
[15] emtechdigital
[2] artificialintelligence
[2] ecommerce
[1] robotics
[1] gadgets

Top Hashtags in Tweet in G8:
[63] emtechdigital
[16] emtech
[2] toronto
[2] ai

Top Hashtags in Tweet in G10:
[2] emtechdigital

Top Words
Top Words in Tweet in Entire Graph:
[172] Words in Sentiment List#1: Positive
[115] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[6582] Non-categorized Words
[6869] Total Words
[313] emtechdigital
[194] ai
[179] techreview
[72] harryshum
[69] emtech

Top Words in Tweet in G1:
[79] emtechdigital
[60] techreview
[38] ai
[24] next
[19] machine
[17] emtech
[17] artificial
[17] intelligence
[16] 35
[15] learning

Top Words in Tweet in G2:
[70] ai
[61] emtechdigital
[44] techreview
[32] harryshum
[17] dawnsongtweets
[16] discusses
[15] need
[14] creation
[14] threats
[12] now

Top Words in Tweet in G3:
[20] emtechdigital
[17] glichfield
[16] techreview
[10] want
[10] dive
[10] deeper
[10] talked
[10] read
[5] ai
[4] microsoft's

Top Words in Tweet in G4:
[15] human
[12] ai
[6] emtech
[6] digital
[6] focus
[6] impact
[6] emotional
[6] ethics
[6] both
[6] technological

Top Words in Tweet in G5:
[14] emtechdigital
[13] techreview
[5] ai
[5] san
[5] francisco
[5] world's
[5] preeminent
[5] technology
[5] university
[5] meets

Top Words in Tweet in G6:
[45] emtechdigital
[18] ai
[11] emtech
[7] harryshum
[7] dawnsongtweets
[6] learning
[5] next
[5] artificial
[5] intelligence
[4] conference

Top Words in Tweet in G7:
[18] future
[15] emtechdigital
[13] ai
[11] live
[11] blogging
[10] next
[10] big
[9] nextbigfuture
[8] unstructuredp
[8] security

Top Words in Tweet in G8:
[63] emtechdigital
[36] techreview
[28] ai
[18] emtech
[14] harryshum
[14] dawnsongtweets
[12] learning
[10] machine
[10] systems
[8] talking

Top Words in Tweet in G9:
[2] techreview
[2] harryshum
[2] now
[2] talking
[2] xiaoice
[2] social
[2] chatbot
[2] things
[2] write
[2] children's

Top Words in Tweet in G10:
[2] emtechdigital
[2] sfo
[2] week
[2] looking
[2] forward
[2] hear
[2] leading
[2] voices
[2] ai
[2] everything

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] emtech,emtechdigital
[35] emtechdigital,techreview
[33] machine,learning
[30] artificial,intelligence
[27] ai,machine
[25] san,francisco
[23] ai,creation
[22] learning,systems
[21] emtech,digital
[21] develop,deploy

Top Word Pairs in Tweet in G1:
[17] artificial,intelligence
[12] emtech,emtechdigital
[10] intelligence,today
[10] today,define
[10] define,next
[10] next,wave
[10] wave,capabilities
[10] capabilities,responsibilities
[10] responsibilities,tomorrow
[10] tomorrow,emtechdigital

Top Word Pairs in Tweet in G2:
[14] ai,creation
[10] emtechmit,emtechdigital
[10] harryshum,emtechdigital
[9] democratized,ai
[9] creation,now
[9] now,need
[9] need,foster
[9] foster,responsibility
[9] responsibility,harryshum
[9] harryshum,emtechmit

Top Word Pairs in Tweet in G3:
[10] techreview,want
[10] want,dive
[10] dive,deeper
[10] deeper,glichfield
[10] glichfield,talked
[10] talked,emtechdigital
[10] emtechdigital,read
[4] microsoft's,harryshum
[3] harryshum,chats
[3] chats,glichfield

Top Word Pairs in Tweet in G4:
[6] emtech,digital
[6] digital,ai
[6] ai,focus
[6] focus,human
[6] human,impact
[6] impact,human
[6] human,emotional
[6] emotional,ethics
[6] ethics,ai
[6] ai,both

Top Word Pairs in Tweet in G5:
[5] techreview,san
[5] san,francisco
[5] francisco,emtechdigital
[5] emtechdigital,world's
[5] world's,preeminent
[5] preeminent,technology
[5] technology,university
[5] university,meets
[5] meets,silicon
[5] silicon,valley

Top Word Pairs in Tweet in G6:
[8] emtech,emtechdigital
[5] artificial,intelligence
[4] machine,learning
[3] san,francisco
[3] over,next
[3] next,two
[3] two,days
[3] days,covering
[3] covering,forum
[3] forum,state

Top Word Pairs in Tweet in G7:
[11] live,blogging
[10] next,big
[10] big,future
[8] unstructuredp,next
[8] future,ai
[8] ai,security
[7] security,emtechdigital
[7] emtech,digital
[7] digital,2019
[6] blogging,emtech

Top Word Pairs in Tweet in G8:
[26] emtechdigital,techreview
[14] emtech,emtechdigital
[10] machine,learning
[8] ai,machine
[6] artificial,intelligence
[6] dawnsongtweets,emtech
[6] develop,deploy
[6] deploy,ai
[6] learning,systems
[4] san,francisco

Top Word Pairs in Tweet in G9:
[2] techreview,harryshum
[2] harryshum,now
[2] now,talking
[2] talking,xiaoice
[2] xiaoice,social
[2] social,chatbot
[2] chatbot,things
[2] things,write
[2] write,children's
[2] children's,audiobooks

Top Word Pairs in Tweet in G10:
[2] emtechdigital,sfo
[2] sfo,week
[2] week,looking
[2] looking,forward
[2] forward,hear
[2] hear,leading
[2] leading,voices
[2] voices,ai
[2] ai,everything
[2] everything,s

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@techreview
@harryshum
@glichfield
@dawnsongtweets
@willknight
@emtechmit
@mit
@svenkatachalam
@unstructuredp
@kathygongxs

Top Mentioned in G1:
@techreview
@dawnsongtweets
@harryshum
@svlevine
@slevine
@willknight
@glichfield
@microsoft
@microsoftsv

Top Mentioned in G2:
@techreview
@harryshum
@dawnsongtweets
@emtechmit
@willknight
@svenkatachalam
@dwhitlowsmith
@glichfield
@microsoft
@kathygongxs

Top Mentioned in G3:
@techreview
@glichfield
@harryshum
@mittr_insights
@willknight

Top Mentioned in G4:
@kathygongxs
@red_abebe
@_karenhao
@techreview
@glichfield
@mit

Top Mentioned in G5:
@techreview
@mit
@harryshum
@glichfield
@willknight
@google
@ainowinstitute

Top Mentioned in G7:
@unstructuredp
@nextbigfuture

Top Mentioned in G8:
@mark_vernooij
@bubb13_b0y

Top Mentioned in G9:
@techreview
@harryshum
@xiaoice

Top Mentioned in G10:
@bhuwan
@techre
@techreview

Top Tweeters
Top Tweeters in Entire Graph:
@zimei_no_ri
@99999sv
@nancyrubin
@tendellshow
@medicalquack
@cybervenus
@santchiweb
@tywysogesewrop
@shauncoffey
@marieannelecler

Top Tweeters in G1:
@99999sv
@nancyrubin
@tendellshow
@medicalquack
@cybervenus
@whimchic
@euniceapril
@whotrendedit
@nuestoyou
@alybraly

Top Tweeters in G2:
@zimei_no_ri
@tywysogesewrop
@anthropunk
@pkgulati
@leslieasheppard
@techaggreg
@smith_valence
@marcosjfalcao
@microsoft
@barterpaul

Top Tweeters in G3:
@edquintana
@urangkampit
@zoralys7
@ameliasmps
@jessina888
@glichfield
@aytacozka
@artmaltman
@nicolacrepaldi
@denis_phd

Top Tweeters in G4:
@cedartreeadvice
@rzembo
@awpsnews
@skm00137
@timnitgebru
@_karenhao
@deepans44922477
@ljanes
@benji_rosen
@black_in_ai

Top Tweeters in G5:
@marieannelecler
@google
@tarundsnaol
@mit
@sportsteamcars
@benjamindupont
@bramsonboudreau
@samsungnext
@mbrendan1
@ainowinstitute

Top Tweeters in G6:
@hotusdailydeals
@pmenonkp
@tonylewis711
@ht_ic6
@mizanur13545708
@naomiep
@anilkgupta
@mmsltn

Top Tweeters in G7:
@shauncoffey
@bjeaglefeather
@nanotrac
@bubblejunction
@nextbigfuture
@unstructuredp
@hunleyeric

Top Tweeters in G8:
@santchiweb
@bubb13_b0y
@mark_vernooij

Top Tweeters in G9:
@beckycortino
@xiaoice
@rafaelrangelza1

Top Tweeters in G10:
@bhuwan
@sayyedshakir
@techre


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